Monocular based 3D perception has been pursued simultaneously, motivated by the potential for a low-cost, easy-to-deploy solution with a single camera [1]}, [2]}, [3]}, [4]}. Performance on the same 3D object detection benchmarks lags significantly relative to LiDAR and stereo methods, due to the loss of depth information when scene information is projected onto the image plane.
